{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dict_keys(['x', 'y', 't', 'rho', 'lambda', 'mu', 'topo', 'lon', 'lat', 'Vx', 'Vy', 'Vz'])\n",
      "0.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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xixGrdkU2AcDXMGJluZhPXgEAkORwhB9GDkds+gIAQCS51LQfWkRhBQB2YMQKABBPGLGyHIUVANiBwgoAEE8orCxHYQUAdqCwAgDEEwory3FlAAAAACBKjFgBgB0YsQIAxBNGrCxHYQUAdqCwAgDEEwory1FYAYAdKKwAAPGEwspyFFYAYAcKKwBAPKGwshyFFQDYgcIKABBPKKwsx5UBAAAAgCgxYgUAdnA4wr/L53DEpi8AAESSS037oUUUVgBgBx4FBADEEx4FtByFFQDYgcIKABBPKKwsR2EFAHagsAIAxBMKK8tRWAGAHSisAADxhMLKclwZAAAAAIgShRUA2KHpzmC4SwRWrVqlAQMGKDk5WdnZ2XrrrbdO237Dhg0aPHiwkpOTNXz4cL344osh26+//no5HI6QZcKECSFtjh8/rhkzZsjpdColJUVz5szRyZMnI+o/AMAGkeZSBNnUWXKJwgoA7GBTeK1fv15FRUVasmSJdu/erZEjRyovL0/Hjh1rsf327ds1ffp0zZkzR++8846mTp2qqVOn6r333gtpN2HCBB09ejS4/PnPfw7ZPmPGDO3du1elpaXauHGjXn/9dc2dOzfs/gMAbGJTYdWZcslhjDExPUMMBAIBuVwu+Ssr5XQ627s7AM5CgUBArpQU+f3+qL5ngt9Xt9wiZ1JSePvW1Mi1fHlYfcjOztall16qhx56SJLU2NiozMxMzZs3TwsXLmzW/tprr1VVVZU2btwYXDdu3DiNGjVKq1evlvTlncHKyko999xzLZ5z//79Gjp0qN5++22NGTNGkrRp0yZNmjRJn3zyiTIyMsL52B0W2QQg1qzIpmhySQo/mzpTLjFiBQB2iOKuYCAQCFlqampaPEVtba3KysqUm5v7ldMmKDc3V16vt8V9vF5vSHtJysvLa9Z+69atSktL06BBg3TTTTfp888/DzlGSkpKMLwkKTc3VwkJCdq5c2d41wkAYI8oR6zakk2dLZcorADADk2/cB/O8v9/3T4zM1Mulyu4lJSUtHiKzz77TA0NDUpPTw9Zn56eLp/P1+I+Pp/vjO0nTJigJ598Ups3b9bdd9+tbdu2aeLEiWpoaAgeIy0tLeQYXbt2VWpqaqvnBQC0s0hyKcxs6my5xHTrABDnDh06FPK4RVIEj25EY9q0acF/Dx8+XCNGjNA3vvENbd26VTk5Obb2BQAQH9ozm+I1lxixAgA7RPG4hdPpDFlaC6/evXurS5cuqqioCFlfUVEht9vd4j5utzus9pJ04YUXqnfv3vrggw+Cx/j6S8j19fU6fvz4aY8DAGhHUT4K2JZs6my5FHZh9frrr+v73/++MjIy5HA4mr00ZozR4sWL1bdvX3Xv3l25ubn6+9//HtKGaXkBdDo2zLyUmJiorKwsbd68ObiusbFRmzdvlsfjaXEfj8cT0l6SSktLW20vSZ988ok+//xz9e3bN3iMyspKlZWVBdts2bJFjY2Nys7ODuszRIJcAoAI2DArYGfLpbALq6qqKo0cOVKrVq1qcfs999yjBx54QKtXr9bOnTt1zjnnKC8vT9XV1cE2TMsLoNOxobCSpKKiIv3v//2/9cQTT2j//v266aabVFVVpdmzZ0uSZs6cqeLi4mD7X/3qV9q0aZPuu+8+vf/++1q6dKl27dqlwsJCSdLJkyd1yy23aMeOHfr444+1efNmTZkyRRdddJHy8vIkSUOGDNGECRN0ww036K233tKbb76pwsJCTZs2zZYZAcklAIiADYWV1LlyKex3rCZOnKiJEye2uM0Yo5UrV2rRokWaMmWKJOnJJ59Uenq6nnvuOU2bNk379+/Xpk2bQqY/fPDBBzVp0iTde++9nWZaXgCdTCSFUgSF1bXXXqtPP/1Uixcvls/n06hRo7Rp06bgi8AHDx5UwleOe9lll2nt2rVatGiRbrvtNl188cV67rnnNGzYMElSly5dtGfPHj3xxBOqrKxURkaGxo8fr9/+9rchj3089dRTKiwsVE5OjhISEpSfn68HHngg7P5HglwCgAhEeAMv3H06Uy5ZOnnFRx99JJ/PFzJFosvlUnZ2trxer6ZNm3bG6Q9/8IMfNDtuTU1NyBSOgUDAym4DQOzZVFhJUmFhYfDO3tdt3bq12bof/ehH+tGPftRi++7du+vll18+4zlTU1O1du3asPpph1jlkkQ2AejgbCqspM6TS5ZOXtE0feHppkiMZPrDkpKSkOkcMzMzrew2AOAsFatcksgmAECoDjErYHFxsfx+f3A5dOhQe3cJAMJj0ztWsA/ZBKBDs+kdq87E0kcBm6YvrKioCM7K0fT3qFGjgm3Cnf4wKSnJ9t9tAQBL2fgoIP4lVrkkkU0AOjgbHwXsLCy9MgMHDpTb7Q6ZIjEQCGjnzp3BKRLbe1peAGgX3BVsF+QSALSCESvLhT1idfLkyeCPb0lfvhhcXl6u1NRU9evXTzfffLP+4z/+QxdffLEGDhyo22+/XRkZGZo6daqk0OkPV69erbq6Olun5QWAduFwhB9GDkds+nKWIZcAIAKR5FLTfmhR2IXVrl27dOWVVwb/LioqkiTNmjVLa9as0W9+8xtVVVVp7ty5qqys1He+8x1t2rRJycnJwX3ac1peAGgXPAoYM+QSAESARwEt5zDGmPbuRLgCgYBcLpf8lZVyOp3t3R0AZ6FAICBXSor8fn9U3zPB76vly+Xs3j28fb/4Qq5bbom6D7AH2QQg1qzIpmhySSKbTsfSySsAAK1gxAoAEE8YsbIchRUA2IHCCgAQTyisLEdhBQB2oLACAMQTCivLUVgBgB0orAAA8YTCynIUVgBgBworAEA8obCyHFcGAAAAAKLEiBUA2IERKwBAPGHEynIUVgBgBworAEA8obCyHIUVANjB4Qg/jByO2PQFAIBIcqlpP7SIwgoA7MCIFQAgnjBiZTkKKwCwA4UVACCeUFhZjisDAAAAAFFixAoA7MCIFQAgnjBiZTkKKwCwA4UVACCeUFhZjsIKAOxAYQUAiCcUVpajsAIAO1BYAQDiCYWV5SisAMAOFFYAgHhCYWU5rgwAAAAARIkRKwCwAyNWAIB4woiV5SisAMAOFFYAgHhCYWU5CisAsIPDEX4YORyx6QsAAJHkUtN+aBElJwDYoenOYLhLBFatWqUBAwYoOTlZ2dnZeuutt07bfsOGDRo8eLCSk5M1fPhwvfjii8FtdXV1uvXWWzV8+HCdc845ysjI0MyZM3XkyJGQYwwYMEAOhyNkWbZsWUT9BwDYINJciiCbOksuUVgBgB1sCq/169erqKhIS5Ys0e7duzVy5Ejl5eXp2LFjLbbfvn27pk+frjlz5uidd97R1KlTNXXqVL333nuSpFOnTmn37t26/fbbtXv3bj3zzDM6cOCA/v3f/73Zse68804dPXo0uMybNy/s/gMAbGJTYdWZcslhjDExPUMMBAIBuVwu+Ssr5XQ627s7AM5CgUBArpQU+f3+qL5ngt9Xf/ubnOecE96+VVVyTZkSVh+ys7N16aWX6qGHHpIkNTY2KjMzU/PmzdPChQubtb/22mtVVVWljRs3BteNGzdOo0aN0urVq1s8x9tvv62xY8fqH//4h/r16yfpyzuDN998s26++eawPuPZhGwCEGtWZFM0uSSFn02dKZfCvh36+uuv6/vf/74yMjLkcDj03HPPhWy//vrrmw27TZgwIaTN8ePHNWPGDDmdTqWkpGjOnDk6efJkVB8EAOJaFHcFA4FAyFJTU9PiKWpra1VWVqbc3NyvnDZBubm58nq9Le7j9XpD2ktSXl5eq+0lye/3y+FwKCUlJWT9smXLdN5552n06NFavny56uvr23JlokYuAUAEohyxaks2dbZcCruwqqqq0siRI7Vq1apW20yYMCFk2O3Pf/5zyPYZM2Zo7969Ki0t1caNG/X6669r7ty54fceADqKKMIrMzNTLpcruJSUlLR4is8++0wNDQ1KT08PWZ+eni6fz9fiPj6fL6z21dXVuvXWWzV9+vSQO5W//OUvtW7dOr322mv6+c9/rrvuuku/+c1v2nx5okEuAUAEoiys2pJNnS2Xwp4VcOLEiZo4ceJp2yQlJcntdre4bf/+/dq0aZPefvttjRkzRpL04IMPatKkSbr33nuVkZERbpcAIP5FMd36oUOHQsIiKSnJyp61WV1dnX784x/LGKNHHnkkZFtRUVHw3yNGjFBiYqJ+/vOfq6SkJOb9JZcAIAJRTrceD9kUb7kUk8krtm7dqrS0NA0aNEg33XSTPv/88+A2r9erlJSUYHhJUm5urhISErRz584Wj1dTU9NsuBEAOpQo7go6nc6QpbVA6N27t7p06aKKioqQ9RUVFa0WFW63u03tm8LrH//4h0pLS8/4XH12drbq6+v18ccfn7adXazOJYlsAtDBRTli1ZZs6my5ZHlhNWHCBD355JPavHmz7r77bm3btk0TJ05UQ0ODpC+H99LS0kL26dq1q1JTU1sd4ispKQkZaszMzLS62wAQWzbMvJSYmKisrCxt3rw5uK6xsVGbN2+Wx+NpcR+PxxPSXpJKS0tD2jeF19///ne9+uqrOu+8887Yl/LyciUkJDT7vm8PscgliWwC0MHZMCtgZ8sly38geNq0acF/Dx8+XCNGjNA3vvENbd26VTk5OREds7i4OGQ4LxAIEGAA0IKioiLNmjVLY8aM0dixY7Vy5UpVVVVp9uzZkqSZM2fq/PPPDz4L/6tf/Urf/e53dd9992ny5Mlat26ddu3apT/84Q+SvgyvH/7wh9q9e7c2btyohoaGYLGRmpqqxMREeb1e7dy5U1deeaV69eolr9er+fPn6yc/+YnOPffc9rkQXxGLXJLIJgBoi86US5YXVl934YUXqnfv3vrggw+Uk5Mjt9vdbN76+vp6HT9+vNUhwaSkpHZ7pwAALBHFO1bhuPbaa/Xpp59q8eLF8vl8GjVqlDZt2hR8EfjgwYNK+MpxL7vsMq1du1aLFi3SbbfdposvvljPPfechg0bJkk6fPiw/s//+T+SpFGjRoWc67XXXtMVV1yhpKQkrVu3TkuXLlVNTY0GDhyo+fPnhxQd8cSKXJLIJgAdXJTvWLVVZ8qlmBdWn3zyiT7//HP17dtX0pfDe5WVlSorK1NWVpYkacuWLWpsbFR2dnasuwMA7cPhCD/AHI6ITlVYWKjCwsIWt23durXZuh/96Ef60Y9+1GL7AQMG6Ew/d/itb31LO3bsCLuf7YVcAgBFlktN+4Wps+RS2IXVyZMn9cEHHwT//uijj1ReXq7U1FSlpqbqjjvuUH5+vtxutz788EP95je/0UUXXaS8vDxJ0pAhQzRhwgTdcMMNWr16terq6lRYWKhp06Yx8xKAs5dNI1adEbkEABGwacSqMwn7yuzatUujR4/W6NGjJX353OTo0aO1ePFidenSRXv27NG///u/65vf/KbmzJmjrKws/dd//VfI4xJPPfWUBg8erJycHE2aNEnf+c53gs9NAsBZyYbJKzorcgkAImDD5BWdTdgjVldcccVph99efvnlMx4jNTVVa9euDffUANBxMWIVM+QSAESAESvLcWUAAAAAIEoxn7wCACBGrAAA8YURK8tRWAGAHSisAADxhMLKchRWAGAHCisAQDyhsLIchRUA2IHCCgAQTyisLMeVAQAAAIAoMWIFAHZgxAoAEE8YsbIchRUA2MHhCD+MHI7Y9AUAgEhyqWk/tIjCCgDswIgVACCeMGJlOQorALADhRUAIJ5QWFmOwgoA7EBhBQCIJxRWluPKAAAAAECUGLECADswYgUAiCeMWFmOwgoA7EBhBQCIJxRWlqOwAgA7UFgBAOIJhZXlKKwAwA4UVgCAeEJhZTkKKwCwA4UVACCeUFhZjisDAAAAAFFixAoA7OBwhH+Xz+GITV8AAIgkl5r2Q4sorADADjwKCACIJzwKaDkKKwCwA4UVACCeUFhZjsIKAOxAYQUAiCcUVpajsAIAO1BYAQDiCYWV5bgyAAAAABClsAqrkpISXXrpperVq5fS0tI0depUHThwIKRNdXW1CgoKdN5556lnz57Kz89XRUVFSJuDBw9q8uTJ6tGjh9LS0nTLLbeovr4++k8DAPGq6c5guEsEVq1apQEDBig5OVnZ2dl66623Ttt+w4YNGjx4sJKTkzV8+HC9+OKLIduNMVq8eLH69u2r7t27Kzc3V3//+99D2hw/flwzZsyQ0+lUSkqK5syZo5MnT0bU/3CRTQAQgUhzKYJs6iy5FNaV2bZtmwoKCrRjxw6Vlpaqrq5O48ePV1VVVbDN/Pnz9fzzz2vDhg3atm2bjhw5omuuuSa4vaGhQZMnT1Ztba22b9+uJ554QmvWrNHixYut+1QAEG9sCq/169erqKhIS5Ys0e7duzVy5Ejl5eXp2LFjLbbfvn27pk+frjlz5uidd97R1KlTNXXqVL333nvBNvfcc48eeOABrV69Wjt37tQ555yjvLw8VVdXB9vMmDFDe/fuVWlpqTZu3KjXX39dc+fODf86RYBsAoAI2FRYdapcMlE4duyYkWS2bdtmjDGmsrLSdOvWzWzYsCHYZv/+/UaS8Xq9xhhjXnzxRZOQkGB8Pl+wzSOPPGKcTqepqalp03n9fr+RZPyVlcY0NrKwsLBYvvgrK7/8nvH7o/ma/Nf31fHjxtTXh7X4jx8Puw9jx441BQUFwb8bGhpMRkaGKSkpabH9j3/8YzN58uSQddnZ2ebnP/+5McaYxsZG43a7zfLly4PbKysrTVJSkvnzn/9sjDFm3759RpJ5++23g21eeukl43A4zOHDh9vcd6uQTSwsLGfrYkU2RZNLkWRTZ8qlqN6x8vv9kqTU1FRJUllZmerq6pSbmxtsM3jwYPXr109er1eS5PV6NXz4cKWnpwfb5OXlKRAIaO/evdF0BwDiVxR3BQOBQMhSU1PT4ilqa2tVVlYW8h2ckJCg3Nzc4Hfw13m93pD20pffyU3tP/roI/l8vpA2LpdL2dnZId/rKSkpGjNmTLBNbm6uEhIStHPnzgguVnTIJgBogyhHrNqSTZ0tlyIurBobG3XzzTfr29/+toYNGyZJ8vl8SkxMVEpKSkjb9PR0+Xy+YJuvBlfT9qZtLampqWn2Hw8AOhIjR0SLJGVmZsrlcgWXkpKSFs/x2WefqaGhocXv2Na+X1v7Tv7qd3bTutO1SUtLC9netWtXpaamtnreWCGbAKBtIs2lcLKps+VSxNOtFxQU6L333tMbb7xhZX9aVFJSojvuuCPm5wGAeHTo0CE5nc7g30lJSe3Ym/hGNgGAPcim5iIasSosLNTGjRv12muv6YILLgiud7vdqq2tVWVlZUj7iooKud3uYJuvz8TU9HdTm68rLi6W3+8PLocOHYqk2wDQbhobI1skyel0hiythVfv3r3VpUuXFr9jW/t+be07+avf2U3rTtfm6y8h19fX6/jx462eNxbIJgBou0hzKZxs6my5FFZhZYxRYWGhnn32WW3ZskUDBw4M2Z6VlaVu3bpp8+bNwXUHDhzQwYMH5fF4JEkej0fvvvtuyIctLS2V0+nU0KFDWzxvUlJSs/94ANCRRBNebZWYmKisrKyQ7+DGxkZt3rw5+B38dR6PJ6S99OV3clP7gQMHyu12h7QJBALauXNnyPd6ZWWlysrKgm22bNmixsZGZWdnh/chIkA2AUD4oi2s2qLT5VI4M13cdNNNxuVyma1bt5qjR48Gl1OnTgXb3HjjjaZfv35my5YtZteuXcbj8RiPxxPcXl9fb4YNG2bGjx9vysvLzaZNm0yfPn1McXFxm/vBzEssLCyxXqyeFfDYMb+prjZhLceO+cPuw7p160xSUpJZs2aN2bdvn5k7d65JSUkJznb305/+1CxcuDDY/s033zRdu3Y19957r9m/f79ZsmSJ6datm3n33XeDbZYtW2ZSUlLM3/72N7Nnzx4zZcoUM3DgQPPFF18E20yYMMGMHj3a7Ny507zxxhvm4osvNtOnT4/q2rUV2cTCwtJZFitnBYwklyLJps6US2EVVpJaXB5//PFgmy+++ML84he/MOeee67p0aOH+cEPfmCOHj0acpyPP/7YTJw40XTv3t307t3bLFiwwNTV1bW5H4QXCwtLrBerCyufz29OnTJhLT5f+IWVMcY8+OCDpl+/fiYxMdGMHTvW7NixI7jtu9/9rpk1a1ZI+6efftp885vfNImJieaSSy4xL7zwQsj2xsZGc/vtt5v09HSTlJRkcnJyzIEDB0LafP7552b69OmmZ8+exul0mtmzZ5sTJ06Ed7EiRDaxsLB0lsXKwiqSXIo0mzpLLjmMMSZ242GxEQgE5HK55K+s5NELADERCATkSkmR3++P6num6fvqyJHwjxMIBJSR4Yq6D7AH2QQg1qzIpmhyqWl/sqllUf2OFQAAAAAgiunWAQBtF8lkFOG2BwCgrSLJpab90DIKKwCwAYUVACCeUFhZj8IKAGxAYQUAiCcUVtajsAIAGxgTfhh1vKmFAAAdRSS51LQfWkZhBQA2YMQKABBPGLGyHrMCAgAAAECUGLECABswYgUAiCeMWFmPwgoAbEBhBQCIJxRW1qOwAgAbUFgBAOIJhZX1KKwAwAYUVgCAeEJhZT0KKwCwAYUVACCeUFhZj1kBAQAAACBKjFgBgA0YsQIAxBNGrKxHYQUANqCwAgDEEwor61FYAYANjAk/jIyJTV8AAIgkl5r2Q8sorADABoxYAQDiCSNW1qOwAgAbUFgBAOIJhZX1mBUQAAAAAKLEiBUA2IARKwBAPGHEynoUVgBgAworAEA8obCyHoUVANiAwgoAEE8orKxHYQUANqCwAgDEEwor61FYAYANKKwAAPGEwsp6zAoIAAAAAFEKq7AqKSnRpZdeql69eiktLU1Tp07VgQMHQtpcccUVcjgcIcuNN94Y0ubgwYOaPHmyevToobS0NN1yyy2qr6+P/tMAQJxqujMY7oIzI5sAIHyR5hLZ1LqwHgXctm2bCgoKdOmll6q+vl633Xabxo8fr3379umcc84Jtrvhhht05513Bv/u0aNH8N8NDQ2aPHmy3G63tm/frqNHj2rmzJnq1q2b7rrrLgs+EgDEH2PCDyNjYtOXsw3ZBADhiySXmvZDy8IqrDZt2hTy95o1a5SWlqaysjJdfvnlwfU9evSQ2+1u8RivvPKK9u3bp1dffVXp6ekaNWqUfvvb3+rWW2/V0qVLlZiYGMHHAID4xjtWsUM2AUD4eMfKelG9Y+X3+yVJqampIeufeuop9e7dW8OGDVNxcbFOnToV3Ob1ejV8+HClp6cH1+Xl5SkQCGjv3r0tnqempkaBQCBkAYCOJN4etzh+/LhmzJghp9OplJQUzZkzRydPnjztPtXV1SooKNB5552nnj17Kj8/XxUVFcHt//3f/63p06crMzNT3bt315AhQ3T//feHHGPr1q3NHslzOBzy+XyWfTayCQDOLB4fBezo2RTxrICNjY26+eab9e1vf1vDhg0Lrr/uuuvUv39/ZWRkaM+ePbr11lt14MABPfPMM5Ikn88XElySgn+31vmSkhLdcccdkXYVANpdvI1YzZgxQ0ePHlVpaanq6uo0e/ZszZ07V2vXrm11n/nz5+uFF17Qhg0b5HK5VFhYqGuuuUZvvvmmJKmsrExpaWn605/+pMzMTG3fvl1z585Vly5dVFhYGHKsAwcOyOl0Bv9OS0uz5HORTQDQNvE4YtXRsyniwqqgoEDvvfee3njjjZD1c+fODf57+PDh6tu3r3JycvThhx/qG9/4RkTnKi4uVlFRUfDvQCCgzMzMyDoOAJ3c/v37tWnTJr399tsaM2aMJOnBBx/UpEmTdO+99yojI6PZPn6/X4899pjWrl2rq666SpL0+OOPa8iQIdqxY4fGjRunn/3sZyH7XHjhhfJ6vXrmmWeahVdaWppSUlIs/2xkEwB0TGdDNkX0KGBhYaE2btyo1157TRdccMFp22ZnZ0uSPvjgA0mS2+0OGZ6TFPy7tWffk5KS5HQ6QxYA6Eiiedzi64+b1dTURNUXr9erlJSUYHBJUm5urhISErRz584W9ykrK1NdXZ1yc3OD6wYPHqx+/frJ6/W2ei6/39/skTxJGjVqlPr27aurr746eFcxWmQTALRdtI8Ckk3NhVVYGWNUWFioZ599Vlu2bNHAgQPPuE95ebkkqW/fvpIkj8ejd999V8eOHQu2KS0tldPp1NChQ8PpDgB0GNGEV2ZmplwuV3ApKSmJqi8+n6/Z4w1du3ZVampqq4+9+Xw+JSYmNruTl56e3uo+27dv1/r160NGi/r27avVq1frr3/9q/76178qMzNTV1xxhXbv3h3x5yGbACB80RZWZFNzYT0KWFBQoLVr1+pvf/ubevXqFeywy+VS9+7d9eGHH2rt2rWaNGmSzjvvPO3Zs0fz58/X5ZdfrhEjRkiSxo8fr6FDh+qnP/2p7rnnHvl8Pi1atEgFBQVKSkoKq/MA0FFE847VoUOHQkZDWvuuXLhwoe6+++7THnP//v3hdSJC7733nqZMmaIlS5Zo/PjxwfWDBg3SoEGDgn9fdtll+vDDD7VixQr953/+Z0TnIpsAIHzRvmNFNjUXVmH1yCOPSPryhxa/6vHHH9f111+vxMREvfrqq1q5cqWqqqqUmZmp/Px8LVq0KNi2S5cu2rhxo2666SZ5PB6dc845mjVrVshviwDA2Saawqqtj5ktWLBA119//WnbXHjhhXK73SEjM5JUX1+v48ePt/rYm9vtVm1trSorK0PuDFZUVDTbZ9++fcrJydHcuXNDvv9bM3bs2GbvRIWDbAKA8EVbWJFNzYVVWJkz/CJYZmamtm3bdsbj9O/fXy+++GI4pwaADs2OWQH79OmjPn36nLGdx+NRZWWlysrKlJWVJUnasmWLGhsbg+8efV1WVpa6deumzZs3Kz8/X9KXsycdPHhQHo8n2G7v3r266qqrNGvWLP3ud79rU7/Ly8uDj+RFgmwCgPDZNStgZ8qmiGcFBAB0TEOGDNGECRN0ww03aPXq1aqrq1NhYaGmTZsWnHXp8OHDysnJ0ZNPPqmxY8fK5XJpzpw5KioqUmpqqpxOp+bNmyePx6Nx48ZJ+vIRi6uuukp5eXkqKioKPpLXpUuXYKiuXLlSAwcO1CWXXKLq6mo9+uij2rJli1555ZX2uRgAgLhwNmQThRUA2MCY8O/ynWEgJipPPfWUCgsLlZOTo4SEBOXn5+uBBx4Ibq+rq9OBAwdCfkR3xYoVwbY1NTXKy8vTww8/HNz+l7/8RZ9++qn+9Kc/6U9/+lNwff/+/fXxxx9Lkmpra7VgwQIdPnxYPXr00IgRI/Tqq6/qyiuvjN2HBQA0E0kuNe0XKx09mxzmTM9QxKFAICCXyyV/ZSXT2wKIiUAgIFdKivx+f1TfM03fV08/7VePHuEd59SpgH78Y1fUfYA9yCYAsWZFNkWTSxLZdDqMWAGADex4xwoAgLay6x2rzoTCCgBsQGEFAIgnFFbWo7ACABtQWAEA4gmFlfUS2rsDAAAAANDRMWIFADZgxAoAEE8YsbIehRUA2IDCCgAQTyisrEdhBQA2oLACAMQTCivrUVgBgA0orAAA8YTCynpMXgEAAAAAUWLECgBswIgVACCeMGJlPQorALCBMeGHkTGx6QsAAJHkUtN+aBmFFQDYgBErAEA8YcTKehRWAGADCisAQDyhsLIehRUA2IDCCgAQTyisrMesgAAAAAAQJUasAMAGjFgBAOIJI1bWo7ACABtQWAEA4gmFlfUorADABhRWAIB4QmFlPQorALABhRUAIJ5QWFmPwgoAbEBhBQCIJxRW1mNWQAAAAACIUliF1SOPPKIRI0bI6XTK6XTK4/HopZdeCm6vrq5WQUGBzjvvPPXs2VP5+fmqqKgIOcbBgwc1efJk9ejRQ2lpabrllltUX19vzacBgDhlzL/uDrZ1Maa9e90xkE0AEL5IcolsOr2wCqsLLrhAy5YtU1lZmXbt2qWrrrpKU6ZM0d69eyVJ8+fP1/PPP68NGzZo27ZtOnLkiK655prg/g0NDZo8ebJqa2u1fft2PfHEE1qzZo0WL15s7acCgDgTSXjxuEXbkE0AEL5Ic4lsap3DmOjqztTUVC1fvlw//OEP1adPH61du1Y//OEPJUnvv/++hgwZIq/Xq3Hjxumll17S9773PR05ckTp6emSpNWrV+vWW2/Vp59+qsTExDadMxAIyOVyyV9ZKafTGU33AaBFgUBArpQU+f3+qL5nmr6v/uM//EpODu841dUBLVrkiroPnRHZBOBsZEU2RZNLEtl0OhG/Y9XQ0KB169apqqpKHo9HZWVlqqurU25ubrDN4MGD1a9fP3m9XkmS1+vV8OHDg8ElSXl5eQoEAsE7iy2pqalRIBAIWQCgI+GuoD3IJgBoG0asrBd2YfXuu++qZ8+eSkpK0o033qhnn31WQ4cOlc/nU2JiolJSUkLap6eny+fzSZJ8Pl9IcDVtb9rWmpKSErlcruCSmZkZbrcBoF0RXrFFNgFAeCisrBd2YTVo0CCVl5dr586duummmzRr1izt27cvFn0LKi4ult/vDy6HDh2K6fkAAB0L2QQAaG9hF1aJiYm66KKLlJWVpZKSEo0cOVL333+/3G63amtrVVlZGdK+oqJCbrdbkuR2u5vNxNT0d1ObliQlJQVne2paAKAjibe7gsePH9eMGTPkdDqVkpKiOXPm6OTJk6fdpy2z6zkcjmbLunXrQtps3bpV3/rWt5SUlKSLLrpIa9asifrzkE0AEJ54HLHq6NkU9e9YNTY2qqamRllZWerWrZs2b94c3HbgwAEdPHhQHo9HkuTxePTuu+/q2LFjwTalpaVyOp0aOnRotF0BgLgVb+E1Y8YM7d27V6Wlpdq4caNef/11zZ0797T7nGl2vSaPP/64jh49GlymTp0a3PbRRx9p8uTJuvLKK1VeXq6bb75Z/+N//A+9/PLLln4+sgkATi8eC6uOnk1dw2lcXFysiRMnql+/fjpx4oTWrl2rrVu36uWXX5bL5dKcOXNUVFSk1NRUOZ1OzZs3Tx6PR+PGjZMkjR8/XkOHDtVPf/pT3XPPPfL5fFq0aJEKCgqUlJQUVscBoCOJJIxiFV779+/Xpk2b9Pbbb2vMmDGSpAcffFCTJk3Svffeq4yMjGb7+P1+PfbYY1q7dq2uuuoqSV+G1JAhQ7Rjx47g97wkpaSktDrSs3r1ag0cOFD33XefJGnIkCF64403tGLFCuXl5UX0ecgmAAhfpEUS2dS6sEasjh07ppkzZ2rQoEHKycnR22+/rZdffllXX321JGnFihX63ve+p/z8fF1++eVyu9165plngvt36dJFGzduVJcuXeTxePSTn/xEM2fO1J133hlONwCgw4nmruDXZ56rqamJqi9er1cpKSnB4JKk3NxcJSQkaOfOnS3u05bZ9ZoUFBSod+/eGjt2rP74xz/qq7/q4fV6Q44hfTkD39ePEQ6yCQDCF+2IFdnUXFgjVo899thptycnJ2vVqlVatWpVq2369++vF198MZzTAkCH1/QL9+HuI6nZbHNLlizR0qVLI+6Lz+dTWlpayLquXbsqNTW11Vnw2jK7niTdeeeduuqqq9SjRw+98sor+sUvfqGTJ0/ql7/8ZfA4Lc3AFwgE9MUXX6h79+5hfx6yCQDCF0kuNe0nkU0tCauwAgDY79ChQyETI7T2eNrChQt19913n/ZY+/fvt7RvX3f77bcH/z169GhVVVVp+fLlwfACAJwdyKbmKKwAwAbRvGPV1hnnFixYoOuvv/60bS688EK53e6QiRokqb6+XsePH2/1+fOvzq731TuDX51dryXZ2dn67W9/q5qaGiUlJbU6A5/T6YxotAoAEJlo37Eim5qjsAIAG9gxeUWfPn3Up0+fM7bzeDyqrKxUWVmZsrKyJElbtmxRY2OjsrOzW9znq7Pr5efnS2o+u15LysvLde655wbvZHo8nmaP3JWWlp72GAAA69k1eUVnyiYKKwCwQTzNCjhkyBBNmDBBN9xwg1avXq26ujoVFhZq2rRpwVmXDh8+rJycHD355JMaO3Zsm2bXe/7551VRUaFx48YpOTlZpaWluuuuu/TrX/86eO4bb7xRDz30kH7zm9/oZz/7mbZs2aKnn35aL7zwQmw+LACgRfE2K+DZkE0UVgBgg3gqrCTpqaeeUmFhoXJycpSQkKD8/Hw98MADwe11dXU6cOCATp06FVy3YsWKYNuamhrl5eXp4YcfDm7v1q2bVq1apfnz58sYo4suuki///3vdcMNNwTbDBw4UC+88ILmz5+v+++/XxdccIEeffTRiKdaBwBEJt4KK6njZ5PDfHWuwQ4iEAjI5XLJX1nJL90DiIlAICBXSor8fn9U3zNN31fz5vmVlBTecWpqAnrwQVfUfYA9yCYAsWZFNkWTSxLZdDph/Y4VAAAAAKA5HgUEABvE26OAAIDOLR4fBezoKKwAwAYUVgCAeEJhZT0KKwCwAYUVACCeUFhZj8IKAGxgTPhh1PGmFgIAdBSR5FLTfmgZhRUA2IARKwBAPGHEynrMCggAAAAAUWLECgBswIgVACCeMGJlPQorALABhRUAIJ5QWFmPwgoAbEBhBQCIJxRW1qOwAgAbUFgBAOIJhZX1KKwAwAYUVgCAeEJhZT1mBQQAAACAKDFiBQA2YMQKABBPGLGyHoUVANiAwgoAEE8orKxHYQUANjAm/DAyJjZ9AQAgklxq2g8to7ACABswYgUAiCeMWFmPwgoAbEBhBQCIJxRW1gtrVsBHHnlEI0aMkNPplNPplMfj0UsvvRTcfsUVV8jhcIQsN954Y8gxDh48qMmTJ6tHjx5KS0vTLbfcovr6ems+DQCg0yGbAADxIKwRqwsuuEDLli3TxRdfLGOMnnjiCU2ZMkXvvPOOLrnkEknSDTfcoDvvvDO4T48ePYL/bmho0OTJk+V2u7V9+3YdPXpUM2fOVLdu3XTXXXdZ9JEAIP4wYhU7ZBMAhI8RK+uFVVh9//vfD/n7d7/7nR555BHt2LEjGF49evSQ2+1ucf9XXnlF+/bt06uvvqr09HSNGjVKv/3tb3Xrrbdq6dKlSkxMjPBjAEB8o7CKHbIJAMJHYWW9iH8guKGhQevWrVNVVZU8Hk9w/VNPPaXevXtr2LBhKi4u1qlTp4LbvF6vhg8frvT09OC6vLw8BQIB7d27t9Vz1dTUKBAIhCwA0JE0BVi4C8JDNgFA20SaS2RT68KevOLdd9+Vx+NRdXW1evbsqWeffVZDhw6VJF133XXq37+/MjIytGfPHt166606cOCAnnnmGUmSz+cLCS5Jwb99Pl+r5ywpKdEdd9wRblcBIG4wYhVbZBMAhIcRK+uFXVgNGjRI5eXl8vv9+stf/qJZs2Zp27ZtGjp0qObOnRtsN3z4cPXt21c5OTn68MMP9Y1vfCPiThYXF6uoqCj4dyAQUGZmZsTHAwC7UVjFFtkEAOGhsLJe2I8CJiYm6qKLLlJWVpZKSko0cuRI3X///S22zc7OliR98MEHkiS3262KioqQNk1/t/bsuyQlJSUFZ3tqWgAAaEI2AQDaW8TvWDVpbGxUTU1Ni9vKy8slSX379pUkeTwevfvuuzp27FiwTWlpqZxOZ/CRDQA4G/Ecu73IJgA4Pd6xsl5YjwIWFxdr4sSJ6tevn06cOKG1a9dq69atevnll/Xhhx9q7dq1mjRpks477zzt2bNH8+fP1+WXX64RI0ZIksaPH6+hQ4fqpz/9qe655x75fD4tWrRIBQUFSkpKiskHBIB4YEz4YWRMbPpytiGbACB8keRS035oWViF1bFjxzRz5kwdPXpULpdLI0aM0Msvv6yrr75ahw4d0quvvqqVK1eqqqpKmZmZys/P16JFi4L7d+nSRRs3btRNN90kj8ejc845R7NmzQr5bREAOBvxjlXskE0AED7esbKew5iOV3cGAgG5XC75Kyt5ph1ATAQCAblSUuT3+6P6nmn6vrriCr+6dg3vOPX1AW3d6oq6Dy05fvy45s2bp+eff14JCQnKz8/X/fffr549e7a6T3V1tRYsWKB169appqZGeXl5evjhh4Mz6K1Zs0azZ89ucd+KigqlpaVp69atuvLKK5ttP3r06GnfZ+oIyCYAsWZFNkWTSxLZdDphzwoIAAhfvI1YzZgxQ0ePHlVpaanq6uo0e/ZszZ07V2vXrm11n/nz5+uFF17Qhg0b5HK5VFhYqGuuuUZvvvmmJOnaa6/VhAkTQva5/vrrVV1drbS0tJD1Bw4cCAnkr28HAMRWPI5YdfRsorACgE5m//792rRpk95++22NGTNGkvTggw9q0qRJuvfee5WRkdFsH7/fr8cee0xr167VVVddJUl6/PHHNWTIEO3YsUPjxo1T9+7d1b179+A+n376qbZs2aLHHnus2fHS0tKUkpISmw8IAOhwzoZsinpWQADAmUUz81IgEAhZWpvtrq28Xq9SUlKCwSVJubm5SkhI0M6dO1vcp6ysTHV1dcrNzQ2uGzx4sPr16yev19viPk8++aR69OihH/7wh822jRo1Sn379tXVV18dvKsIALBPtLMCkk3NUVgBgA2iCa/MzEy5XK7gUlJSElVffD5fs8cbunbtqtTUVPl8vlb3SUxMbHYnLz09vdV9HnvsMV133XUhdwr79u2r1atX669//av++te/KjMzU1dccYV2794d1WcCAIQn2sKKbGqORwEBwAbRvGN16NChkGe+W5sCfOHChbr77rtPe8z9+/eH14kIeb1e7d+/X//5n/8Zsn7QoEEaNGhQ8O/LLrtMH374oVasWNGsLQAgdqJ9x4psao7CCgBsEE1h5XQ62zTz0oIFC3T99defts2FF14ot9sd8mO4klRfX6/jx4+3OvuR2+1WbW2tKisrQ+4MVlRUtLjPo48+qlGjRikrK+uM/R47dqzeeOONM7YDAFgn2sKKbGqOwgoAbGDHrIB9+vRRnz59ztjO4/GosrJSZWVlwXDZsmWLGhsblZ2d3eI+WVlZ6tatmzZv3qz8/HxJX86edPDgQXk8npC2J0+e1NNPP93mx0LKy8vVt2/fNrUFAFjDrlkBO1M2UVgBQCczZMgQTZgwQTfccINWr16turo6FRYWatq0acFZlw4fPqycnBw9+eSTGjt2rFwul+bMmaOioiKlpqbK6XRq3rx58ng8GjduXMjx169fr/r6ev3kJz9pdu6VK1dq4MCBuuSSS1RdXa1HH31UW7Zs0SuvvGLLZwcAxKezIZsorADABsaEf5cvlj/f/tRTT6mwsFA5OTnBH2F84IEHgtvr6up04MABnTp1KrhuxYoVwbZf/RHGr3vsscd0zTXXtDhlbW1trRYsWKDDhw+rR48eGjFihF599dUWf5gRABA7keRS036x0tGzyWFMLC9PbPDr9gBizYpftw8ex+XS6NF+dekS3nEaGgJ6553Y/Lo9rEc2AYg1K7IpmlySyKbTYcQKAGzQ2Cg5HOHvAwBALESSS037oWUUVgBgAworAEA8obCyHoUVANiAwgoAEE8orKyX0N4dAAAAAICOjhErALABI1YAgHjCiJX1KKwAwAYUVgCAeEJhZT0KKwCwAYUVACCeUFhZj8IKAGxAYQUAiCcUVtZj8goAAAAAiBIjVgBgA2PCv8tnTGz6AgBAJLnUtB9aRmEFADaIJLx43AIAECuRZgzZ1DoKKwCwAYUVACCeUFhZj8IKAGxAYQUAiCcUVtajsAIAG1BYAQDiCYWV9ZgVEAAAAACixIgVANiAESsAQDxhxMp6FFYAYAMKKwBAPKGwsl6HLKzM/59APxAItHNPAJytmr5fjEU/2EFhdfYjmwDEmpXZRGFlvQ5ZWH3++eeSpMx+/dq5JwDOdidOnJDL5Yr6OBRWZz+yCYBdrMgmCivrdcjCKjU1VZJ08OBBS/4Pz9kkEAgoMzNThw4dktPpbO/uxA2uS+u4Ni0zxujEiRPKyMiw6HjhhxG/bt+xkE2t43umZVyX1nFtWmZlNkWSS037oWUdsrBKSPhyMkOXy8X/2FrhdDq5Ni3gurSOa9Mc/+cY4SCbzozvmZZxXVrHtWmObIpfHbKwAoCOprFRcjjC24e7ggCAWIkklySy6XQorADABhRWAIB4QmFlvQ5ZWCUlJWnJkiVKSkpq767EHa5Ny7gurePa2IPC6uzH/5Zax7VpGdeldVyb2KOwsp7DWDWXMACgmUAgIJfLpe7d/XI4wntPwJiAvvjCJb/fzzsGAABLRJNLEtl0Oh1yxAoAOhpGrAAA8YQRK+sltHcHAAAAAKCjo7ACABs0Nka2xMrx48c1Y8YMOZ1OpaSkaM6cOTp58uRp9/nDH/6gK664Qk6nUw6HQ5WVlREdd8+ePfq3f/s3JScnKzMzU/fcc4+VHw0A0AaR5hLZ1DoKKwCwQbyF14wZM7R3716VlpZq48aNev311zV37tzT7nPq1ClNmDBBt912W8THDQQCGj9+vPr376+ysjItX75cS5cu1R/+8AfLPhsA4MzisbDq8NlkOqCHHnrI9O/f3yQlJZmxY8eanTt3tneXYmrbtm3me9/7nunbt6+RZJ599tmQ7Y2Njeb22283brfbJCcnm5ycHPN//+//DWnz+eefm+uuu8706tXLuFwu87Of/cycOHHCxk9hvbvuusuMGTPG9OzZ0/Tp08dMmTLFvP/++yFtvvjiC/OLX/zCpKammnPOOcdcc801xufzhbT5xz/+YSZNmmS6d+9u+vTpY37961+buro6Oz+K5R5++GEzfPhw06tXL9OrVy8zbtw48+KLLwa3d9br0h78fr+RZBwOv0lIMGEtDseX+/r9fkv7tG/fPiPJvP3228F1L730knE4HObw4cNn3P+1114zksw///nPsI/78MMPm3PPPdfU1NQE29x6661m0KBBUX6q9kc2PRuynWwim76KXIof0eQS2XR6HW7Eav369SoqKtKSJUu0e/dujRw5Unl5eTp27Fh7dy1mqqqqNHLkSK1atarF7ffcc48eeOABrV69Wjt37tQ555yjvLw8VVdXB9tEcgcg3m3btk0FBQXasWOHSktLVVdXp/Hjx6uqqirYZv78+Xr++ee1YcMGbdu2TUeOHNE111wT3N7Q0KDJkyertrZW27dv1xNPPKE1a9Zo8eLF7fGRLHPBBRdo2bJlKisr065du3TVVVdpypQp2rt3r6TOe13akzEBNTaGtxgTkPTlnbSvLjU1NVH1xev1KiUlRWPGjAmuy83NVUJCgnbu3BnT43q9Xl1++eVKTEwMtsnLy9OBAwf0z3/+M+JztzeyqTmyiWz6KnIp/kSSS2TTGYRVhsWBsWPHmoKCguDfDQ0NJiMjw5SUlLRjr+yjr90VbGxsNG632yxfvjy4rrKy0iQlJZk///nPxpjo7wB0FMeOHTOSzLZt24wxX16Hbt26mQ0bNgTb7N+/30gyXq/XGGPMiy++aBISEkLuij3yyCPG6XSG3LU4G5x77rnm0Ucf5brY7IsvvjBut9tIimjp2bNns3VLliyJqk+/+93vzDe/+c1m6/v06WMefvjhM+7f2l3Bthz36quvNnPnzg3ZvnfvXiPJ7Nu3L4xPEV/IJrKpNWRT68il9hFtLpFNretQI1a1tbUqKytTbm5ucF1CQoJyc3Pl9XrbsWft56OPPpLP5wu5Ji6XS9nZ2cFrEqs7APHG7/dLklJTUyVJZWVlqqurC7k2gwcPVr9+/UKuzfDhw5Wenh5sk5eXp0AgELyL1tE1NDRo3bp1qqqqksfj4brYLDk5WR999JH8fn9EyyeffNJsXXFxcYvnWrhwoRwOx2mX999/3+YrcPYjm5ojm/6FbGqOXGpf0eYS2dS6DvU7Vp999pkaGhpC/kclSenp6WfNf5Bw+Xw+SWrxmjRt8/l8SktLC9netWtXpaamBtt0dI2Njbr55pv17W9/W8OGDZP05edOTExUSkpKSNuvX5uWrl3Tto7s3XfflcfjUXV1tXr27Klnn31WQ4cOVXl5eae+Lu0hOTlZycnJMT/PggULdP3115+2zYUXXii3293sEbX6+nodP35cbrc74vO35bhut1sVFRUhbZr+jubc7Ylsao5s+hLZFIpcih925ZLUubKpQxVWQGsKCgr03nvv6Y033mjvrsSNQYMGqby8XH6/X3/5y180a9Ysbdu2rb27hRjq06eP+vTpc8Z2Ho9HlZWVKisrU1ZWliRpy5YtamxsVHZ2dsTnb8txPR6P/uf//J+qq6tTt27dJEmlpaUaNGiQzj333IjPDcQjsikUudQ5daZs6lCPAvbu3VtdunRpsaLsqHc6o9X0uU93TWJ1ByBeFBYWauPGjXrttdd0wQUXBNe73W7V1tY2+z2Dr1+bs+3ueZPExERddNFFysrKUklJiUaOHKn777+/018XSEOGDNGECRN0ww036K233tKbb76pwsJCTZs2TRkZGZKkw4cPa/DgwXrrrbeC+/l8PpWXl+uDDz6Q9OXd5/Lych0/frzNx73uuuuUmJioOXPmaO/evVq/fr3uv/9+FRUV2XwVrEM2NUc2kU0tIZdwOmdFNrX5baw4MXbsWFNYWBj8u6GhwZx//vmd/gXhe++9N7jO7/e3+ILwrl27gm1efvnlDv+CcGNjoykoKDAZGRnNpvA15l8vCP/lL38Jrnv//fdbfBm2oqIi2OZ//a//ZZxOp6muro79h7DRlVdeaWbNmsV1gTHmy2mup0+fbnr27GmcTqeZPXt2yDTXH330kZFkXnvtteC6JUuWtPgS8+OPP97m4xpjzH//93+b73znOyYpKcmcf/75ZtmyZbH+uDFHNpFNTcimtiOX8HUdPZs6XGG1bt06k5SUZNasWWP27dtn5s6da1JSUpr91sHZ5MSJE+add94x77zzjpFkfv/735t33nnH/OMf/zDGGLNs2TKTkpJi/va3v5k9e/aYKVOmmIEDB5ovvvgieIwJEyaY0aNHm507d5o33njDXHzxxWb69Ont9ZEscdNNNxmXy2W2bt1qjh49GlxOnToVbHPjjTeafv36mS1btphdu3YZj8djPB5PcHt9fb0ZNmyYGT9+vCkvLzebNm0yffr0McXFxe3xkSyzcOFCs23bNvPRRx+ZPXv2mIULFxqHw2FeeeUVY0znvS5ArJBNZFMTsqll5BI6gw5XWBljzIMPPmj69etnEhMTzdixY82OHTvau0sx1TR95NeXWbNmGWP+9SOM6enpJikpyeTk5JgDBw6EHKMtlXpH09I1+fodiqYfHDz33HNNjx49zA9+8ANz9OjRkON8/PHHZuLEiaZ79+6md+/eZsGCBR3+Bwd/9rOfmf79+5vExETTp08fk5OTEwwvYzrvdQFiiWwim4whm1pDLqEzcBhjTHgPDwIAAAAAvqpDTV4BAAAAAPGIwgoAAAAAokRhBQAAAABRorACAAAAgChRWAEAAABAlCisAAAAACBKFFYAAAAAECUKKwAAAACIEoUVAAAAAESJwgoAAAAAokRhBQAAAABRorACAAAAgCj9P5wcotIYM8BTAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import netCDF4 as nc\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.cm as cm\n",
    "from matplotlib.colors import Normalize\n",
    "import numpy as np\n",
    "\n",
    "data = nc.Dataset(\"./out_chengyu/wav326.fs.v.nc\")\n",
    "print(data.variables.keys())\n",
    "# for k in data.variables.keys():\n",
    "#     print(\"\\n\", data.variables[k])\n",
    "print(max(data.variables['Vx'][:].flatten()))\n",
    "\n",
    "\n",
    "for i in range(data.variables['Vx'].shape[0]):\n",
    "    dx = data.variables['Vx'][i, :, :]\n",
    "    dz = data.variables['Vz'][i, :, :]\n",
    "    vmax = np.max(np.abs(dx))/10\n",
    "    vmin = -vmax\n",
    "    norm = Normalize(vmin=vmin, vmax=vmax)\n",
    "    plt.figure(figsize=(10, 4))\n",
    "    plt.subplot(1, 2, 1)\n",
    "    plt.imshow(dx, cmap=cm.bwr, norm=norm)\n",
    "    plt.colorbar()\n",
    "    plt.subplot(1, 2, 2)\n",
    "    plt.imshow(dz, cmap=cm.bwr, norm=norm)\n",
    "    plt.colorbar()\n",
    "    plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
